Key Insights
The North American Pumped Hydro Storage (PHS) market, projected to reach $439.14 billion by 2025, is set for substantial expansion with a Compound Annual Growth Rate (CAGR) of 4.2% from 2025 to 2033. Key growth drivers include the increasing integration of intermittent renewable energy sources like solar and wind, necessitating robust energy storage solutions for grid stability. Stringent environmental regulations promoting carbon emission reduction further accelerate the adoption of clean energy technologies, with PHS playing a vital role in grid stabilization and peak demand management. Technological advancements enhancing PHS system efficiency and reducing costs also contribute to market growth. The market is segmented into open-loop and closed-loop systems, with open-loop systems expected to lead due to established presence and cost-effectiveness in specific regions. Leading players such as Enel SpA, Siemens AG, Duke Energy Corporation, Voith GmbH & Co KGaA, and General Electric Company are actively investing in R&D and expanding their global footprint through strategic collaborations and project development.

North America Pumped Hydro Storage Market Market Size (In Billion)

Focusing on the United States, Canada, and Mexico, the North American PHS market holds significant global importance due to advanced power infrastructure and strong governmental backing for renewable energy initiatives. However, market growth is constrained by high initial capital expenditure for PHS project development and complex permitting processes. Despite these challenges, the long-term economic viability of PHS, supported by government incentives and decreasing technology costs, is expected to drive significant growth throughout the forecast period. Site selection limitations for suitable pumped hydro projects may also impact overall expansion, although innovative approaches and enhanced site assessment methodologies are anticipated to mitigate these constraints.

North America Pumped Hydro Storage Market Company Market Share

North America Pumped Hydro Storage Market: A Comprehensive Report (2019-2033)
This in-depth report provides a comprehensive analysis of the North America Pumped Hydro Storage market, covering the period from 2019 to 2033. It delves into market dynamics, key players, technological advancements, and future growth prospects, offering valuable insights for industry stakeholders, investors, and strategic decision-makers. The report utilizes data from the historical period (2019-2024), the base year (2025), and the estimated year (2025), to forecast market trends up to 2033.
North America Pumped Hydro Storage Market Concentration & Innovation
This section analyzes the competitive landscape of the North American pumped hydro storage market, examining market concentration, innovation drivers, regulatory frameworks, product substitutes, end-user trends, and M&A activities. The market is moderately concentrated, with key players holding significant market share. However, the entry of new players and technological advancements are driving increased competition.
Market Share: While precise market share figures for individual companies are proprietary, Enel SpA, Siemens AG, Duke Energy Corporation, Voith GmbH & Co KGaA, and General Electric Company collectively hold a significant portion of the market. Smaller players are emerging, particularly in the niche segments.
M&A Activity: The past five years have witnessed a moderate level of M&A activity, with deal values ranging from xx Million to xx Million. These transactions are primarily driven by strategic expansion and consolidation within the industry. The pace of M&A is expected to increase with growing market demand.
Innovation Drivers: Technological advancements, such as improved turbine designs and energy storage solutions, are key innovation drivers. Government policies promoting renewable energy integration are also significantly influencing market innovation.
Regulatory Frameworks: Varying regulations across North American jurisdictions impact the market dynamics, influencing project approvals and investment decisions. Streamlining regulatory processes is crucial for market expansion.
North America Pumped Hydro Storage Market Industry Trends & Insights
This section provides a detailed analysis of the industry trends impacting the North American pumped hydro storage market. We explore the market growth drivers, technological disruptions, consumer preferences, and competitive dynamics.
The market is experiencing robust growth, driven by the increasing demand for reliable and sustainable energy storage solutions. The integration of renewable energy sources (solar and wind) necessitates efficient energy storage, creating a favorable environment for pumped hydro storage. Technological advancements, leading to higher efficiency and lower costs, further propel market expansion. Consumer preferences are shifting towards environmentally friendly energy solutions, boosting demand for pumped hydro storage.
CAGR: The North American pumped hydro storage market is projected to exhibit a CAGR of xx% during the forecast period (2025-2033).
Market Penetration: Market penetration is still relatively low compared to other energy storage technologies, but significant growth is expected in the coming years. The increasing adoption of renewable energy and growing concerns regarding climate change are expected to increase market penetration significantly.
Dominant Markets & Segments in North America Pumped Hydro Storage Market
This section identifies the leading regions, countries, and segments within the North American pumped hydro storage market. The market is witnessing a significant shift towards more efficient and environmentally conscious solutions, driving the dominance of specific segments and regions.
Dominant Segment: The closed-loop segment is currently the dominant market share holder. This dominance is attributed to its inherent advantages in terms of higher energy conversion efficiency, significantly lower environmental footprint compared to open-loop systems, and increasing alignment with stringent environmental regulations.
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Key Drivers for Closed-Loop Dominance:
- Superior Energy Efficiency: Closed-loop systems excel in maximizing energy retention and minimizing losses during the pumping and generation cycles, offering a more reliable and cost-effective energy storage solution.
- Minimized Environmental Impact: By recirculating water within a defined system, closed-loop configurations drastically reduce water consumption, preserve aquatic ecosystems, and minimize the need for extensive land acquisition and habitat disruption.
- Technological Advancements and Innovation: Continuous research and development in turbine technology, reservoir management, and control systems are enhancing the cost-effectiveness, operational flexibility, and overall reliability of closed-loop pumped hydro storage, making it increasingly competitive.
- Regulatory Support and ESG Focus: Growing emphasis on Environmental, Social, and Governance (ESG) principles by utilities and investors further bolsters the appeal of closed-loop systems due to their reduced environmental impact.
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Dominant Regions: The Western United States and Canada are poised for substantial growth and are considered dominant regions in the North American pumped hydro storage market. This is primarily due to the confluence of several favorable factors:
- Abundant Water Resources: These regions possess the necessary topographical features and water bodies to support large-scale pumped hydro storage installations.
- Supportive Government Policies and Incentives: Favorable regulatory frameworks, tax incentives, and renewable energy mandates are encouraging investment in and deployment of pumped hydro storage projects.
- Growing Renewable Energy Penetration: The increasing reliance on intermittent renewable energy sources like solar and wind necessitates robust grid-scale energy storage solutions, making pumped hydro a critical component of the energy transition in these areas.
- Existing Infrastructure and Expertise: Decades of experience with hydroelectric power generation in these regions provide a strong foundation of expertise and existing infrastructure that can be leveraged for pumped hydro storage development.
North America Pumped Hydro Storage Market Product Developments
Recent years have witnessed significant advancements and innovative product developments in the North American pumped hydro storage market, fundamentally reshaping its capabilities and deployment potential. These advancements are not only enhancing operational efficiencies and reducing overall project costs but are also broadening the applicability of pumped hydro storage across a more diverse range of scenarios.
- Enhanced Turbine and Pump Technologies: The development of more efficient reversible pump-turbines, often employing variable speed drives, allows for greater flexibility in energy absorption and generation, optimizing performance across a wider range of grid conditions.
- Modular and Scalable Designs: A key trend is the emergence of more compact and modular pumped hydro storage systems. These designs facilitate easier and faster deployment, reducing the complexity of traditional large-scale projects and opening up possibilities for smaller-scale applications and retrofitting existing infrastructure. This is particularly beneficial in areas with limited geographical space or stringent permitting requirements.
- Advanced Control Systems and Digitalization: The integration of sophisticated digital control systems, artificial intelligence (AI), and machine learning (ML) algorithms is enabling real-time optimization of pumping and generation cycles. This leads to improved grid stability, enhanced responsiveness to grid demands, and greater integration with renewable energy sources.
- Environmental Mitigation Technologies: Innovations are also focusing on minimizing the environmental impact of pumped hydro storage, including advanced water management techniques, fish-friendly turbine designs, and strategies for reducing sedimentation and erosion.
- Hybrid Systems: The concept of hybrid pumped hydro storage systems, combining pumped hydro with other energy storage technologies like batteries, is gaining traction. These integrated solutions aim to leverage the strengths of each technology to provide a more comprehensive and resilient energy storage offering.
These ongoing product developments are pivotal in driving the increasing adoption of pumped hydro storage across various applications, with a particular emphasis on its role in grid-scale energy storage, ensuring the reliability and stability of power grids, and facilitating the seamless integration of a higher percentage of renewable energy into the North American energy mix.
Report Scope & Segmentation Analysis
This comprehensive report meticulously segments the North America pumped hydro storage market to provide granular insights into its dynamics. The primary segmentation is based on the operational type of the pumped hydro storage system, offering a clear understanding of the market's structure and growth trajectories.
Open-loop: This segment, historically significant, is characterized by systems that draw water from a natural source (like a river or lake) for storage and then return it after generation. While often associated with lower initial capital investment costs due to the utilization of existing water bodies, these systems typically entail higher environmental impact. This includes potential effects on water quality, aquatic habitats, and downstream water availability. Consequently, growth in the open-loop segment is projected to be slower compared to closed-loop systems, largely driven by increasing environmental regulations and public scrutiny. The competitive landscape within this segment is moderately fragmented, featuring a mix of established regional utilities and specialized engineering firms competing for project opportunities.
Closed-loop: In contrast, the closed-loop segment operates with a self-contained water system, where water is pumped between two reservoirs. This configuration offers significant advantages, including higher energy efficiency due to optimized water cycles and a substantially reduced environmental impact by minimizing water consumption and habitat disruption. The market is experiencing accelerated growth in the closed-loop segment, propelled by technological advancements, a growing demand for efficient energy storage, and stricter environmental regulations that favor sustainable solutions. The competitive landscape for closed-loop systems is more concentrated, dominated by several large global players with extensive expertise and significant project portfolios, alongside a growing number of niche technology providers.
Key Drivers of North America Pumped Hydro Storage Market Growth
Several factors are driving the growth of the North American pumped hydro storage market. These include increasing demand for renewable energy integration, supportive government policies and incentives (e.g., tax credits, subsidies), and the need for reliable grid stability and resilience. Technological advancements, leading to lower costs and improved efficiency, further accelerate market growth.
Challenges in the North America Pumped Hydro Storage Market Sector
Despite its immense potential as a grid-scale energy storage solution, the North American pumped hydro storage market sector confronts several formidable challenges that can impact its development and market penetration. Addressing these obstacles is critical for unlocking the full capacity of this vital technology.
- High Capital Investment Costs: The upfront capital expenditure required for constructing pumped hydro storage facilities, including reservoir development, turbine installation, and associated infrastructure, is substantial. This can be a significant barrier to entry, especially for smaller developers or in markets with limited access to financing.
- Lengthy Project Development Timelines: The process of planning, permitting, environmental impact assessments, and construction for pumped hydro projects is inherently long and complex. These extended timelines can lead to increased project costs and delays, making it challenging to respond quickly to evolving energy market demands.
- Geographical Constraints and Site Availability: The successful implementation of pumped hydro storage relies heavily on the availability of suitable geographical locations with specific topographical features and adequate water resources. Identifying and securing such sites can be challenging, particularly in densely populated or environmentally sensitive areas.
- Environmental Concerns and Permitting Hurdles: While closed-loop systems mitigate many environmental issues, open-loop systems can still face scrutiny regarding water usage, impact on aquatic ecosystems, and alteration of landscapes. Navigating complex environmental regulations and obtaining the necessary permits can be a protracted and contentious process, often leading to project delays or cancellations.
- Competition from Alternative Energy Storage Technologies: The rapid advancements and decreasing costs of other energy storage technologies, most notably battery energy storage systems (BESS), present significant competition. Batteries offer faster deployment times and greater flexibility for certain applications, forcing pumped hydro to continuously demonstrate its unique value proposition, particularly for long-duration grid-scale storage.
- Public Perception and Stakeholder Engagement: Gaining public acceptance and effectively engaging with local communities and stakeholders are crucial for project success. Misconceptions about environmental impacts or land use can lead to opposition, hindering development.
These multifaceted challenges necessitate strategic planning, innovative financing models, streamlined regulatory processes, and ongoing technological improvements to ensure the sustained growth and competitive viability of the North American pumped hydro storage market sector.
Emerging Opportunities in North America Pumped Hydro Storage Market
Despite the challenges, significant opportunities exist for growth in the North American pumped hydro storage market. The rising demand for energy storage solutions to support grid modernization and the increasing integration of renewable energy sources represent major opportunities. Technological advancements, such as the development of advanced energy storage technologies, and innovative financing models, are expected to unlock new market opportunities. Focus on smaller-scale projects could address concerns related to land use and environmental impact.
Leading Players in the North America Pumped Hydro Storage Market Market
- Enel SpA
- Siemens AG
- Duke Energy Corporation
- Voith GmbH & Co KGaA
- General Electric Company
Key Developments in North America Pumped Hydro Storage Market Industry
June 2022: Stantec Inc. commissioned by WaterPower Canada to assess the potential for pumped storage hydro (PSH) across Canada. This initiative highlights the growing interest in expanding pumped hydro storage capacity and understanding its strategic value.
May 2022: A GIS-based analysis identified the potential for 35 terawatt-hours of energy storage across 14,846 sites in the contiguous United States, Alaska, Hawaii, and Puerto Rico, representing 3.5 TW of capacity with a 10-hour storage duration. This signifies a significant untapped potential for pumped hydro storage expansion in North America.
Strategic Outlook for North America Pumped Hydro Storage Market Market
The strategic outlook for the North America Pumped Hydro Storage Market is overwhelmingly positive, signaling a period of substantial growth and increasing importance within the continent's evolving energy landscape. Several converging trends and strategic imperatives are shaping this optimistic future:
- Accelerated Renewable Energy Integration: The ongoing global and continental drive towards decarbonization is leading to a significant increase in the deployment of intermittent renewable energy sources such as solar and wind power. Pumped hydro storage, with its inherent ability to provide large-scale, long-duration energy storage, is critically positioned to balance the intermittency of these renewables, ensuring grid stability and reliability.
- Technological Advancements Driving Efficiency and Cost Reduction: Continuous innovation in pump-turbine technology, control systems, and modular designs is enhancing the efficiency and reducing the capital and operational costs of pumped hydro storage. These advancements are making the technology more competitive and accessible for a wider range of applications and developers.
- Supportive Government Policies and Incentives: Governments across North America are increasingly recognizing the strategic value of pumped hydro storage for grid resilience and clean energy transition. This is translating into supportive policies, including tax credits, renewable energy mandates, and streamlined permitting processes, which are crucial for de-risking investments and encouraging project development.
- Focus on Grid Modernization and Resilience: As North American grids face increasing stress from extreme weather events and aging infrastructure, the demand for robust energy storage solutions to enhance grid resilience and provide ancillary services is growing. Pumped hydro storage, with its proven reliability and long lifespan, is well-suited to meet these demands.
- Addressing Challenges for Unlocking Full Potential: While challenges related to high upfront costs, lengthy development cycles, and environmental considerations persist, the market is actively pursuing strategies to mitigate these issues. This includes the exploration of innovative financing mechanisms, public-private partnerships, and the development of advanced environmental mitigation techniques. Focusing on efficient permitting processes and fostering public acceptance will be key to unlocking the full potential of this technology.
- Emergence of New Business Models: The market is likely to see the emergence of new business models, including independent power producers (IPPs) specializing in pumped hydro, and hybrid storage solutions that combine pumped hydro with other technologies to offer optimized grid services.
In essence, the North America Pumped Hydro Storage Market is poised for substantial expansion over the coming decade and beyond. Driven by the imperative for a cleaner, more resilient, and reliable energy future, pumped hydro storage is set to play a pivotal role in complementing the growth of renewable energy and ensuring the stability of the power grid.
North America Pumped Hydro Storage Market Segmentation
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1. Type
- 1.1. Open-loop
- 1.2. Closed-loop
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2. Geography
- 2.1. United States
- 2.2. Canada
- 2.3. Mexico
North America Pumped Hydro Storage Market Segmentation By Geography
- 1. United States
- 2. Canada
- 3. Mexico

North America Pumped Hydro Storage Market Regional Market Share

Geographic Coverage of North America Pumped Hydro Storage Market
North America Pumped Hydro Storage Market REPORT HIGHLIGHTS
| Aspects | Details |
|---|---|
| Study Period | 2020-2034 |
| Base Year | 2025 |
| Estimated Year | 2026 |
| Forecast Period | 2026-2034 |
| Historical Period | 2020-2025 |
| Growth Rate | CAGR of 4.2% from 2020-2034 |
| Segmentation |
|
Table of Contents
- 1. Introduction
- 1.1. Research Scope
- 1.2. Market Segmentation
- 1.3. Research Methodology
- 1.4. Definitions and Assumptions
- 2. Executive Summary
- 2.1. Introduction
- 3. Market Dynamics
- 3.1. Introduction
- 3.2. Market Drivers
- 3.2.1. 4.; Increasing Adoption of Smart Technology in Power Grid Infrastructure4.; Aging of Transmission and Distribution (T&D) Infrastructure
- 3.3. Market Restrains
- 3.3.1. 4.; Low Accessibility to Electricity in Underdeveloped Nations
- 3.4. Market Trends
- 3.4.1. Closed-loop Segment Expected to Dominate the Market
- 4. Market Factor Analysis
- 4.1. Porters Five Forces
- 4.2. Supply/Value Chain
- 4.3. PESTEL analysis
- 4.4. Market Entropy
- 4.5. Patent/Trademark Analysis
- 5. North America Pumped Hydro Storage Market Analysis, Insights and Forecast, 2020-2032
- 5.1. Market Analysis, Insights and Forecast - by Type
- 5.1.1. Open-loop
- 5.1.2. Closed-loop
- 5.2. Market Analysis, Insights and Forecast - by Geography
- 5.2.1. United States
- 5.2.2. Canada
- 5.2.3. Mexico
- 5.3. Market Analysis, Insights and Forecast - by Region
- 5.3.1. United States
- 5.3.2. Canada
- 5.3.3. Mexico
- 5.1. Market Analysis, Insights and Forecast - by Type
- 6. United States North America Pumped Hydro Storage Market Analysis, Insights and Forecast, 2020-2032
- 6.1. Market Analysis, Insights and Forecast - by Type
- 6.1.1. Open-loop
- 6.1.2. Closed-loop
- 6.2. Market Analysis, Insights and Forecast - by Geography
- 6.2.1. United States
- 6.2.2. Canada
- 6.2.3. Mexico
- 6.1. Market Analysis, Insights and Forecast - by Type
- 7. Canada North America Pumped Hydro Storage Market Analysis, Insights and Forecast, 2020-2032
- 7.1. Market Analysis, Insights and Forecast - by Type
- 7.1.1. Open-loop
- 7.1.2. Closed-loop
- 7.2. Market Analysis, Insights and Forecast - by Geography
- 7.2.1. United States
- 7.2.2. Canada
- 7.2.3. Mexico
- 7.1. Market Analysis, Insights and Forecast - by Type
- 8. Mexico North America Pumped Hydro Storage Market Analysis, Insights and Forecast, 2020-2032
- 8.1. Market Analysis, Insights and Forecast - by Type
- 8.1.1. Open-loop
- 8.1.2. Closed-loop
- 8.2. Market Analysis, Insights and Forecast - by Geography
- 8.2.1. United States
- 8.2.2. Canada
- 8.2.3. Mexico
- 8.1. Market Analysis, Insights and Forecast - by Type
- 9. Competitive Analysis
- 9.1. Market Share Analysis 2025
- 9.2. Company Profiles
- 9.2.1 Enel SpA
- 9.2.1.1. Overview
- 9.2.1.2. Products
- 9.2.1.3. SWOT Analysis
- 9.2.1.4. Recent Developments
- 9.2.1.5. Financials (Based on Availability)
- 9.2.2 Siemens AG
- 9.2.2.1. Overview
- 9.2.2.2. Products
- 9.2.2.3. SWOT Analysis
- 9.2.2.4. Recent Developments
- 9.2.2.5. Financials (Based on Availability)
- 9.2.3 Duke Energy Corporation
- 9.2.3.1. Overview
- 9.2.3.2. Products
- 9.2.3.3. SWOT Analysis
- 9.2.3.4. Recent Developments
- 9.2.3.5. Financials (Based on Availability)
- 9.2.4 Voith GmbH & Co KGaA
- 9.2.4.1. Overview
- 9.2.4.2. Products
- 9.2.4.3. SWOT Analysis
- 9.2.4.4. Recent Developments
- 9.2.4.5. Financials (Based on Availability)
- 9.2.5 General Electric Company
- 9.2.5.1. Overview
- 9.2.5.2. Products
- 9.2.5.3. SWOT Analysis
- 9.2.5.4. Recent Developments
- 9.2.5.5. Financials (Based on Availability)
- 9.2.1 Enel SpA
List of Figures
- Figure 1: North America Pumped Hydro Storage Market Revenue Breakdown (billion, %) by Product 2025 & 2033
- Figure 2: North America Pumped Hydro Storage Market Share (%) by Company 2025
List of Tables
- Table 1: North America Pumped Hydro Storage Market Revenue billion Forecast, by Type 2020 & 2033
- Table 2: North America Pumped Hydro Storage Market Revenue billion Forecast, by Geography 2020 & 2033
- Table 3: North America Pumped Hydro Storage Market Revenue billion Forecast, by Region 2020 & 2033
- Table 4: North America Pumped Hydro Storage Market Revenue billion Forecast, by Type 2020 & 2033
- Table 5: North America Pumped Hydro Storage Market Revenue billion Forecast, by Geography 2020 & 2033
- Table 6: North America Pumped Hydro Storage Market Revenue billion Forecast, by Country 2020 & 2033
- Table 7: North America Pumped Hydro Storage Market Revenue billion Forecast, by Type 2020 & 2033
- Table 8: North America Pumped Hydro Storage Market Revenue billion Forecast, by Geography 2020 & 2033
- Table 9: North America Pumped Hydro Storage Market Revenue billion Forecast, by Country 2020 & 2033
- Table 10: North America Pumped Hydro Storage Market Revenue billion Forecast, by Type 2020 & 2033
- Table 11: North America Pumped Hydro Storage Market Revenue billion Forecast, by Geography 2020 & 2033
- Table 12: North America Pumped Hydro Storage Market Revenue billion Forecast, by Country 2020 & 2033
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the North America Pumped Hydro Storage Market?
The projected CAGR is approximately 4.2%.
2. Which companies are prominent players in the North America Pumped Hydro Storage Market?
Key companies in the market include Enel SpA, Siemens AG, Duke Energy Corporation, Voith GmbH & Co KGaA, General Electric Company.
3. What are the main segments of the North America Pumped Hydro Storage Market?
The market segments include Type, Geography.
4. Can you provide details about the market size?
The market size is estimated to be USD 439.14 billion as of 2022.
5. What are some drivers contributing to market growth?
4.; Increasing Adoption of Smart Technology in Power Grid Infrastructure4.; Aging of Transmission and Distribution (T&D) Infrastructure.
6. What are the notable trends driving market growth?
Closed-loop Segment Expected to Dominate the Market.
7. Are there any restraints impacting market growth?
4.; Low Accessibility to Electricity in Underdeveloped Nations.
8. Can you provide examples of recent developments in the market?
June 2022: Global design firm Stantec Inc. was commissioned by WaterPower Canada to assess the potential for pumped storage hydro (PSH) across Canada. The project will be carried out in alliance with the Australian National University, Centre for Energy Advancement through Technological Innovation (CEATI), and Power Advisory. Stantec and its partners will help WaterPower Canada and the wider hydropower industry better understand the strategic value of pumped storage hydro facilities.
9. What pricing options are available for accessing the report?
Pricing options include single-user, multi-user, and enterprise licenses priced at USD 4750, USD 5250, and USD 8750 respectively.
10. Is the market size provided in terms of value or volume?
The market size is provided in terms of value, measured in billion.
11. Are there any specific market keywords associated with the report?
Yes, the market keyword associated with the report is "North America Pumped Hydro Storage Market," which aids in identifying and referencing the specific market segment covered.
12. How do I determine which pricing option suits my needs best?
The pricing options vary based on user requirements and access needs. Individual users may opt for single-user licenses, while businesses requiring broader access may choose multi-user or enterprise licenses for cost-effective access to the report.
13. Are there any additional resources or data provided in the North America Pumped Hydro Storage Market report?
While the report offers comprehensive insights, it's advisable to review the specific contents or supplementary materials provided to ascertain if additional resources or data are available.
14. How can I stay updated on further developments or reports in the North America Pumped Hydro Storage Market?
To stay informed about further developments, trends, and reports in the North America Pumped Hydro Storage Market, consider subscribing to industry newsletters, following relevant companies and organizations, or regularly checking reputable industry news sources and publications.
Methodology
Step 1 - Identification of Relevant Samples Size from Population Database



Step 2 - Approaches for Defining Global Market Size (Value, Volume* & Price*)

Note*: In applicable scenarios
Step 3 - Data Sources
Primary Research
- Web Analytics
- Survey Reports
- Research Institute
- Latest Research Reports
- Opinion Leaders
Secondary Research
- Annual Reports
- White Paper
- Latest Press Release
- Industry Association
- Paid Database
- Investor Presentations

Step 4 - Data Triangulation
Involves using different sources of information in order to increase the validity of a study
These sources are likely to be stakeholders in a program - participants, other researchers, program staff, other community members, and so on.
Then we put all data in single framework & apply various statistical tools to find out the dynamic on the market.
During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence


